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brevitas

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Offline pipeline for the 91-parameter quantised CNN which replaces Optimal Filtering in the ATLAS Tile Calorimeter readout at HL-LHC pile-up. Preprocessing, knowledge distillation, quantisation-aware training and firmware export via Brevitas, QONNX and hls4ml. GSoC 2026, CERN-HSF.

  • Updated Aug 28, 2026
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